LULC – Harmonized Landcover from different sources (1992 – 2020)

Annual land cover datasets from 1992 to 2020 derived from satellite observation by Copernicus Climate Change Service (C3S) Climate Data Store (CDS). DOI: 10.24381/cds.006f2c9a

LULC – 2021

© ESA WorldCover project / Contains modified Copernicus Sentinel data (2021) processed by ESA WorldCover consortium.

Population – NASA’s SEDAC

Center for International Earth Science Information Network – CIESIN – Columbia University’s Population Estimation Service – Version 3 (PES-v3). Palisades, NY: NASA Socioeconomic Data and Applications Center (SEDAC).

NASA’s Shuttle Radar Topographic Mission (SRTM) has provided digital elevation (DEM)

Jarvis, A., H.I. Reuter, A. Nelson, E. Guevara, 2008, Hole-filled SRTM for the globe Version 4, available from the CGIAR-CSI SRTM 90m Database (


Data version: 2021
Fink, D., T. Auer, A. Johnston, M. Strimas-Mackey, S. Ligocki, O. Robinson, W. Hochachka, L. Jaromczyk, A. Rodewald, C. Wood, I. Davies, A. Spencer. 2022. eBird Status and Trends, Data Version: 2021; Released: 2022. Cornell Lab of Ornithology, Ithaca, New York.